{"id":"W4383213903","doi":"10.1016/j.jweia.2023.105489","title":"Wind loading of rooftop PV panels cover plate: A codification-oriented study","year":2023,"lang":"en","type":"article","venue":"Journal of Wind Engineering and Industrial Aerodynamics","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Wind engineering; Wind tunnel; Marine engineering; Terrain; Current (fluid); Environmental science; Photovoltaic system; Structural engineering; Scale (ratio); Wind power; Full scale; Engineering; Meteorology; Aerospace engineering; Electrical engineering; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005484829,0.0001444443,0.0003080904,0.000115881,0.00008147547,0.00002300383,0.0001360249,0.00009356702,0.00003532833],"category_scores_gemma":[0.0002024768,0.0001214897,0.00006521449,0.0004974383,0.0000527859,0.000196926,0.00009871434,0.000310591,0.00001249799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007503143,"about_ca_system_score_gemma":0.00001614953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002403529,"about_ca_topic_score_gemma":0.000001401193,"domain_scores_codex":[0.9988075,0.00002487573,0.0004867091,0.0001381172,0.000333302,0.0002094677],"domain_scores_gemma":[0.9994401,0.0001092771,0.0002200701,0.0001066562,0.00002541234,0.00009842702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001504097,0.000322666,0.2443873,0.00002926278,0.0003131497,0.00007368575,0.003526947,0.7184947,0.02436028,0.00004609325,0.002207311,0.00608829],"study_design_scores_gemma":[0.006365377,0.001705509,0.8706546,0.0003521183,0.0002708914,0.00009303712,0.00409363,0.1050148,0.001172463,0.00004811088,0.009513461,0.0007160116],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987997,0.00002372511,0.0002392286,0.0001150595,0.0005751728,0.0001244201,0.00001163781,0.00001995884,0.000091027],"genre_scores_gemma":[0.9993821,0.00004412573,0.00009258702,0.000005874235,0.0002572993,6.522242e-7,0.000002447284,0.00001411801,0.0002007465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6262673,"threshold_uncertainty_score":0.4954205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02153047663675295,"score_gpt":0.2224283631582211,"score_spread":0.2008978865214682,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}